Epileptic Seizure Prediction Using Electroencephalogram Signals (使用腦電圖信號預測癲癇發作)
Borhade, Ratnaprabha Ravindra, Bairagi, Vinayak K., Nagmode, Manoj S.
相關主題
商品描述
This book presents an innovative method of EEG-based feature extraction and classification of seizures using EEG signals. It describes the methodology required for EEG analysis, seizure detection, seizure prediction, and seizure classification. It contains a compilation of techniques described in the literature and emphasizes newly proposed techniques. The book includes a brief discussion of existing methods for epileptic seizure diagnosis and prediction and introduces new efficient methods specifically for seizure prediction.
- Focuses on the mathematical models and machine learning algorithms from a perspective of clinical deployment of EEG-based epileptic seizure prediction
- Discusses recent trends in seizure detection, prediction, and classification methodologies
- Provides engineering solutions to severity or risk analysis of detected seizures at remote places
- Presents wearable solutions to seizure prediction
- Includes details of the use of deep learning for epileptic seizure prediction using EEG
This book acts as a reference for academicians and professionals who are working in the field of computational biomedical engineering and are interested in the domain of EEG-based disease prediction.
商品描述(中文翻譯)
本書提出了一種基於腦電圖（EEG）的創新特徵提取和癲癇發作分類方法，利用EEG信號進行分析。書中描述了進行EEG分析、癲癇發作檢測、預測及分類所需的方法論。它匯編了文獻中描述的技術，並強調了新提出的技術。書中還簡要討論了現有的癲癇發作診斷和預測方法，並介紹了專門針對癲癇發作預測的新有效方法。
- 從臨床應用的角度，專注於基於EEG的癲癇發作預測的數學模型和機器學習算法
- 討論癲癇發作檢測、預測和分類方法的最新趨勢
- 提供針對偏遠地區檢測到的癲癇發作的嚴重性或風險分析的工程解決方案
- 提出可穿戴的癲癇發作預測解決方案
- 包含使用深度學習進行EEG癲癇發作預測的詳細信息
本書作為計算生物醫學工程領域的學者和專業人士的參考，對於有興趣於基於EEG的疾病預測領域的人士尤為重要。
作者簡介
Ratnaprabha Ravindra Borhade is an academician at the Cummins College of Engineering for Women, Pune Maharashtra, India. She is an assistant professor of electronics and telecommunication engineering. She completed her PhD in biomedical signal processing. She has 15 years of teaching experience. She has published research papers in the SCI Indexing list and has authored more than four book chapters. Her area of interest is biomedical signal processing and brain imaging.
Manoj S. Nagmode is a professor and head of department at the Government College of Engineering and Research, Avasari, Pune, India, in the Department of Electronics and Telecommunication Engineering. He has more than 22 years of teaching experience. He has published more than 45 research papers in various reputed journals and conferences. He is the author of a Taylor & Francis series book on research methodology. He has worked on different committees for the evaluation of research papers. His areas of interest include image processing, signal processing, and embedded systems. He was awarded a PhD by the University of Pune, India, in 2009 in electronics and telecommunication engineering in the domain of video processing.
Ravindra Honaji Borhade has published more than 20 research papers in various reputed journals and conferences. He is the author of two books regarding mobile computing and the basics of computer networks. He has guided more than 38 undergraduate projects and 18 postgraduate projects. He has worked at the institute level in charge of a "Techtonic" national-level technical event for more than ten years. He was in charge of the engineering club of the Sinhgad Student Council (SSC) for more than ten years and led the institute website for more than seven years. His areas of interest include mobile communication, networking, security, Internet of Things (IoT), image processing, signal processing, and cloud computing.
Vinayak. K. Bairagi earned an ME (electronic) from Sinhgad College of Engineering, Pune, in 2007. Savitribai Phule Pune University awarded him a PhD in engineering. He has 15 years of teaching experience and 8 years of research experience. He has filed 12 patents and 5 copyrights in the technical field. He has published more than 60 papers, of which 26 papers are in international journals and of which 15 papers are in the SCI Indexing list. He has authored/edited more than eight books/book chapters. He is a reviewer for nine scientific journals. He has received grants from DST SERB, UoP-BUCD, and GYTI. He has also received more than 14 awards, including the national-level Young Engineer Award (2014), the ISTE national level Young Researcher Award (2015) for his excellence in the field of engineering, and the IETE M N SAHA Memorial Award (2018). He is a member of INENG (UK), IETE (India), ISTE (India), IEI and BMS (India). He worked on image compression at the College of Engineering, Pune, under Pune University. His main research interests include medical imaging, machine learning, computer-aided diagnosis, and medical signal processing. Currently, he is associated with the AISSMS Institute of Information Technology, Pune, as a professor in electronics and telecommunication engineering. He is a recognized PhD guide in electronics engineering at Savitribai Phule Pune University. Presently, he is guiding seven PhD students.
作者簡介(中文翻譯)
Ratnaprabha Ravindra Borhade 是印度馬哈拉施特拉邦普納的庫明斯女子工程學院的學者。她是電子與電信工程的助理教授，並完成了生物醫學信號處理的博士學位。她擁有15年的教學經驗，並在SCI索引名單上發表了研究論文，還撰寫了四本以上的書章。她的研究興趣包括生物醫學信號處理和腦成像。
Manoj S. Nagmode 是印度普納Avasari的政府工程與研究學院電子與電信工程系的教授及系主任。他擁有超過22年的教學經驗，並在各大知名期刊和會議上發表了超過45篇研究論文。他是一本關於研究方法論的Taylor & Francis系列書籍的作者，並曾參與不同委員會以評估研究論文。他的研究興趣包括影像處理、信號處理和嵌入式系統。他於2009年獲得印度普納大學電子與電信工程領域的博士學位，專注於視頻處理。
Ravindra Honaji Borhade 在各大知名期刊和會議上發表了超過20篇研究論文。他是兩本關於行動計算和計算機網路基礎的書籍的作者，並指導了超過38個本科專案和18個研究生專案。他在學院層級負責一項名為「Techtonic」的全國性技術活動超過十年，並在Sinhgad學生會（SSC）擔任工程俱樂部負責人超過十年，還主導學院網站超過七年。他的研究興趣包括行動通信、網路、安全、物聯網（IoT）、影像處理、信號處理和雲計算。
Vinayak. K. Bairagi 於2007年在Sinhgad工程學院獲得電子碩士學位，並由Savitribai Phule普納大學授予工程博士學位。他擁有15年的教學經驗和8年的研究經驗，並在技術領域申請了12項專利和5項著作權。他發表了超過60篇論文，其中26篇在國際期刊上，15篇在SCI索引名單上。他撰寫或編輯了超過八本書籍/書章，並擔任九本科學期刊的審稿人。他獲得了來自DST SERB、UoP-BUCD和GYTI的資助，並獲得了超過14項獎項，包括2014年的全國青年工程師獎、2015年的ISTE全國青年研究者獎，以及2018年的IETE M N SAHA紀念獎。他是INENG（英國）、IETE（印度）、ISTE（印度）、IEI和BMS（印度）的成員。他在普納工程學院從事影像壓縮的研究，主要研究興趣包括醫學影像、機器學習、計算機輔助診斷和醫學信號處理。目前，他在普納的AISSMS資訊技術學院擔任電子與電信工程教授，並被認可為Savitribai Phule普納大學的電子工程博士指導教師，目前指導七名博士生。
